Supplementary Material - Reliability of Passive Sensing Data: A Multi-Method Evaluation in Depression

Correlation Analyses

Correlations between measures (as preregistered)

The following plots show the correlation between each measure for each construct

Correlations between measures (improved version)

We found some negative correlations between measurs. Since negative correlations indicate that those measures do not tap into the same construct we removed them as an additional analysis. Specifically, for Sleep we removed two items, namely awake duration and deep sleep duration. For Affective Dysregulation we removed daily activity stress duration and daily low stress duration and for behavioral inactivation we removed the counts of phone unlocked.

Internal Consistency

Internal Consistency using different Scalers (including all measures as preregistered)

Standard Scaler, Log Transformed

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## Attaching package: 'flextable'

## The following object is masked from 'package:purrr':
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##     compose

		Cranford			Nezlek			Omega
		Day	Week	Month	Day	Week	Month	Day	Week	Month
Sleep	Between	0.99	0.96	0.92	0.97	0.94	0.81
	Within	0.26	0.37	0.39	0.25	0.00	0.00
Activity	Between	0.99	0.96	0.92	0.97	0.96	0.92	0.73	0.86	0.82
	Within	0.76	0.86	0.87	0.68	0.57	0.21	0.75	0.83	0.85
AffectiveDysregulation	Between	0.98	0.92	0.94	0.98	0.94	0.94	0.82	0.83	0.84
	Within	0.86	0.91	0.78	0.76	0.66	0.07	0.82	0.83	0.81
BehavioralInactivation	Between	0.99	0.98	0.87	0.98	0.91	0.71	0.27
	Within	0.19	0.00	0.03	0.00	0.00	0.00	0.43
Social	Between	1.00	0.97	0.93	0.98	0.97	0.92	0.47	0.42	0.42
	Within	0.29	0.66	0.69	0.32	0.10	0.00	0.27	0.36	0.39

MinMax Scaler

		Cranford			Nezlek			Omega
		Day	Week	Month	Day	Week	Month	Day	Week	Month
Sleep	Between	0.98	0.96	0.93	0.86	0.56	0.59
	Within	0.50	0.44	0.40	0.00	0.00	0.00
Activity	Between				0.98	0.96	0.92		0.86	0.83
	Within				0.63	0.28	0.00		0.86	0.87
AffectiveDysregulation	Between				0.95	0.88	0.78	0.78	0.82	0.85
	Within				0.00	0.00	0.00	0.78	0.83	0.84
BehavioralInactivation	Between				0.94	0.81	0.37		0.30
	Within				0.00	0.00	0.00		0.41
Social	Between	0.99			0.99	0.95	0.85	0.76	0.69	0.62
	Within	0.55			0.00	0.00	0.00	0.68	0.66	0.65

MinMax Scaler Log Transformed

		Cranford			Nezlek			Omega
		Day	Week	Month	Day	Week	Month	Day	Week	Month
Sleep	Between	0.98	0.96		0.93	0.79	0.64
	Within	0.47	0.42		0.00	0.00	0.00
Activity	Between				0.97	0.83	0.76	0.68	0.61	0.74
	Within				0.00	0.00	0.00	0.73	0.63	0.74
AffectiveDysregulation	Between				0.97	0.94	0.84	0.84	0.78	0.84
	Within				0.00	0.00	0.00	0.85	0.82	0.83
BehavioralInactivation	Between	0.99	0.96	0.93	0.97	0.79	0.36	0.42	0.35	0.24
	Within	0.47	0.35	0.18	0.00	0.00	0.00	0.58	0.38	0.33
Social	Between				0.99	0.97	0.86	0.58	0.59	0.53
	Within				0.13	0.00	0.00	0.48	0.63	0.77

Internal Consistency using different Scalers (improved version)

Standard Scaler

		Cranford			Nezlek			Omega
		Day	Week	Month	Day	Week	Month	Day	Week	Month
Sleep	Between	0.98	0.96	0.93	0.98	0.96	0.87	0.62	0.62	0.59
	Within	0.59	0.51	0.58	0.40	0.00	0.00	0.66	0.58	0.62
AffectiveDysregulation	Between		0.97	0.95	0.99	0.97	0.95	0.87	0.88	0.88
	Within		0.88	0.84	0.81	0.70	0.41	0.89	0.88	0.86
BehavioralInactivation	Between	1.00	0.94	0.85	0.98	0.92	0.74	0.52
	Within	0.30	0.23	0.17	0.00	0.00	0.00	0.41

Standard Scaler, Log Transformed

		Cranford			Nezlek			Omega
		Day	Week	Month	Day	Week	Month	Day	Week	Month
Sleep	Between	0.98	0.96	0.93	0.98	0.96	0.87	0.63	0.61	0.59
	Within	0.58	0.52	0.56	0.40	0.00	0.00	0.65	0.61	0.62
AffectiveDysregulation	Between		0.93	0.94	0.98	0.94	0.94	0.87	0.88	0.88
	Within		0.94	0.84	0.88	0.85	0.52	0.89	0.90	0.85
BehavioralInactivation	Between	0.99	0.94	0.85	0.98	0.91	0.71
	Within	0.22	0.12	0.03	0.00	0.00	0.00

MinMax Scaler

		Cranford			Nezlek			Omega
		Day	Week	Month	Day	Week	Month	Day	Week	Month
Sleep	Between	0.98	0.96	0.93	0.97	0.88	0.80	0.55	0.59	0.61
	Within	0.57	0.52	0.60	0.00	0.00	0.00	0.61	0.61	0.67
AffectiveDysregulation	Between				0.94	0.89	0.83	0.89	0.86	0.87
	Within				0.00	0.00	0.00	0.91	0.88	0.87
BehavioralInactivation	Between				0.94	0.82	0.37	0.64
	Within				0.00	0.00	0.00	0.81

MinMax Scaler, Log Transformed

		Cranford			Nezlek			Omega
		Day	Week	Month	Day	Week	Month	Day	Week	Month
Sleep	Between	0.98	0.97	0.93	0.95	0.90	0.79	0.45	0.50	0.60
	Within	0.44	0.48	0.59	0.00	0.00	0.00	0.48	0.55	0.67
AffectiveDysregulation	Between				0.97	0.93	0.87	0.87	0.80	0.87
	Within				0.00	0.00	0.00	0.88	0.86	0.86
BehavioralInactivation	Between	0.99	0.96		0.98	0.83	0.29	0.42	0.32	0.23
	Within	0.47	0.34		0.00	0.00	0.00	0.55	0.35	0.29